排名Rank 综合排名 / 区间Overall Rank / Range 模型Model 确认成功Confirmed Success 赞扬/抱怨Praise vs Complaint 可控性Steerability Bash 恢复Bash Recovery 工具幻觉Tool Hallucination 会话数Sessions
6 6
3 - 8
Kimi K3 (Max)
月之暗面 · Kimi K3 license
8.74%±0.66% 16.89%±1.34% 16.20%±2.30% 1.85%±1.29% 7.86%±0.53% 0.89%±0.14% 94.5K
12 12
7 - 19
GLM 5.2 (Max)
智谱 ZAI · MIT
6.08%±0.78% 8.49%±1.68% 10.59%±2.71% 5.45%±1.43% 4.99%±0.81% 0.89%±0.14% 65.1K
15 15
7 - 20
DeepSeek V4 Pro (High) (0813)
DeepSeek · MIT
5.90%±1.09% 12.90%±2.25% 5.39%±3.72% 1.23%±2.43% 9.10%±0.89% 0.89%±0.14% 23.9K
19 19
8 - 27
GLM 5.3 Flash
智谱 ZAI · MIT
4.41%±1.37% 15.21%±2.85% 5.21%±4.56% 1.89%±2.96% 1.15%±1.28% 0.89%±0.14% 10.0K
20 20
16 - 27
GLM 5.3 (Max)
智谱 ZAI · MIT
3.82%±0.80% 12.60%±1.78% 4.23%±2.62% 0.73%±1.60% 0.65%±0.85% 0.89%±0.14% 41.0K
22 22
19 - 30
Deepseek V4 Flash (High) (20260731)
DeepSeek · MIT
2.97%±0.79% 7.45%±1.81% 2.61%±2.58% 0.70%±1.62% 3.24%±0.67% 0.87%±0.15% 51.2K
24 24
17 - 33
Qwen3.8 Flash Next
阿里巴巴 · Qwen-community-1.0
2.44%±1.88% 12.34%±3.72% 1.59%±6.40% 1.06%±4.39% 2.92%±1.03% 0.41%±0.35% 8.8K
27 27
21 - 33
Qwen 3.8 27B
阿里巴巴 · Apache 2.0
1.50%±1.17% 7.24%±2.67% 1.39%±3.90% 0.20%±2.39% 1.49%±1.05% 0.16%±0.25% 16.1K
28 28
19 - 37
Kimi K2.7 Code
月之暗面 · Modified MIT
1.38%±2.48% 2.15%±5.45% 1.19%±8.44% 5.26%±5.45% 2.56%±2.76% 0.89%±0.14% 11.1K
32 32
21 - 41
Kimi K2.6
月之暗面 · Modified MIT
0.29%±2.66% 4.03%±5.72% 4.87%±8.74% 8.23%±5.69% 8.49%±5.22% 0.89%±0.14% 11.3K
33 33
24 - 37
DeepSeek V4 Pro
DeepSeek · MIT
0.10%±1.02% 1.37%±2.61% 2.16%±3.33% 0.83%±1.93% 4.72%±0.95% 0.12%±0.22% 31.2K
36 36
31 - 40
GLM 5.1
智谱 ZAI · MIT
1.41%±0.91% 0.60%±2.02% 1.48%±2.61% 0.60%±1.74% 4.37%±2.01% 1.20%±0.54% 72.0K
37 37
31 - 44
Hy3
腾讯 · Apache 2.0
1.64%±1.32% 3.72%±2.95% 2.39%±4.26% 0.44%±2.62% 0.22%±2.33% 1.42%±0.57% 23.4K
42 42
37 - 46
Mimo V2.5 Pro
小米 · MIT
3.56%±0.96% 5.35%±2.43% 8.80%±2.82% 2.68%±1.81% 0.85%±1.72% 0.13%±0.29% 36.2K
43 43
37 - 46
Minimax M3
MiniMax · MiniMax Community License
3.61%±0.92% 8.00%±2.47% 9.85%±2.75% 5.80%±1.84% 5.12%±0.87% 0.45%±0.23% 35.5K
45 45
38 - 48
Inkling Small
Thinky · Apache 2.0
5.30%±1.82% 17.38%±5.12% 17.09%±5.19% 3.94%±4.49% 11.73%±1.35% 0.18%±0.38% 10.2K
46 46
41 - 48
Mistral Medium 3.5
Mistral · Modified MIT
6.12%±1.67% 12.89%±4.12% 12.28%±4.67% 0.03%±3.82% 3.13%±2.39% 2.34%±1.24% 7.7K
47 47
45 - 48
Inkling
Thinky · Apache 2.0
7.02%±1.07% 13.91%±3.06% 17.94%±3.06% 11.00%±2.41% 7.41%±1.11% 0.37%±0.25% 39.5K
49 49
48 - 54
Minimax M2.7
MiniMax · Modified MIT
10.26%±1.19% 12.28%±2.85% 16.93%±3.14% 4.64%±2.47% 18.20%±2.85% 0.75%±0.17% 35.7K
54 54
48 - 54
Nemotron 3 Ultra
NVIDIA · OpenMDW-1.1
13.57%±2.56% 15.51%±5.39% 14.74%±6.71% 8.92%±5.19% 28.95%±7.17% 0.27%±0.30% 12.3K
56 56
55 - 56
Gemma 4 31B
Google · Apache 2.0
22.33%±3.32% 2.54%±2.18% 4.06%±2.91% 10.35%±2.22% 65.28%±14.45% 29.43%±6.95% 56.7K
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